Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 19020 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 115 |
| Duplicate rows (%) | 0.6% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 88.0 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
Reproduction
| Analysis started | 2020-08-25 01:30:54.930787 |
|---|---|
| Analysis finished | 2020-08-25 01:31:12.254974 |
| Duration | 17.32 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
FLength
Real number (ℝ≥0)
| Distinct count | 18643 |
|---|---|
| Unique (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.25015392744479 |
|---|---|
| Minimum | 4.2835 |
| Maximum | 334.17699999999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 4.2835 |
|---|---|
| 5-th percentile | 16.433655 |
| Q1 | 24.336 |
| median | 37.1477 |
| Q3 | 70.122175 |
| 95-th percentile | 139.72515 |
| Maximum | 334.177 |
| Range | 329.8935 |
| Interquartile range (IQR) | 45.786175 |
Descriptive statistics
| Standard deviation | 42.36485494 |
|---|---|
| Coefficient of variation (CV) | 0.7955818306 |
| Kurtosis | 4.970441241 |
| Mean | 53.25015393 |
| Median Absolute Deviation (MAD) | 16.32565 |
| Skewness | 2.013652324 |
| Sum | 1012817.928 |
| Variance | 1794.780934 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24.8332 | 3 | < 0.1% | |
| 12.9176 | 3 | < 0.1% | |
| 20.7522 | 3 | < 0.1% | |
| 26.9187 | 3 | < 0.1% | |
| 19.1572 | 3 | < 0.1% | |
| 13.1179 | 2 | < 0.1% | |
| 21.5452 | 2 | < 0.1% | |
| 21.3806 | 2 | < 0.1% | |
| 19.3469 | 2 | < 0.1% | |
| 24.4699 | 2 | < 0.1% | |
| 35.7062 | 2 | < 0.1% | |
| 22.2696 | 2 | < 0.1% | |
| 42.3886 | 2 | < 0.1% | |
| 97.8682 | 2 | < 0.1% | |
| 19.1139 | 2 | < 0.1% | |
| 16.2518 | 2 | < 0.1% | |
| 24.999 | 2 | < 0.1% | |
| 21.308 | 2 | < 0.1% | |
| 37.7361 | 2 | < 0.1% | |
| 13.0287 | 2 | < 0.1% | |
| 20.2891 | 2 | < 0.1% | |
| 68.4131 | 2 | < 0.1% | |
| 12.9823 | 2 | < 0.1% | |
| 51.3789 | 2 | < 0.1% | |
| 99.9364 | 2 | < 0.1% | |
| Other values (18618) | 18965 | 99.7% |
| Value | Count | Frequency (%) | |
| 4.2835 | 1 | < 0.1% | |
| 7.2079 | 1 | < 0.1% | |
| 7.3606 | 1 | < 0.1% | |
| 8.0518 | 1 | < 0.1% | |
| 8.2304 | 1 | < 0.1% | |
| 8.2311 | 1 | < 0.1% | |
| 8.4802 | 1 | < 0.1% | |
| 8.5738 | 1 | < 0.1% | |
| 8.601 | 1 | < 0.1% | |
| 8.6998 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 334.177 | 1 | < 0.1% | |
| 310.61 | 1 | < 0.1% | |
| 305.422 | 1 | < 0.1% | |
| 305.324 | 1 | < 0.1% | |
| 305.0961 | 1 | < 0.1% | |
| 303.5676 | 1 | < 0.1% | |
| 303.2787 | 1 | < 0.1% | |
| 299.9304 | 1 | < 0.1% | |
| 297.1239 | 1 | < 0.1% | |
| 295.672 | 1 | < 0.1% |
FWidth
Real number (ℝ≥0)
| Distinct count | 18200 |
|---|---|
| Unique (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.180966219768667 |
|---|---|
| Minimum | 0.0 |
| Maximum | 256.382 |
| Zeros | 98 |
| Zeros (%) | 0.5% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.4005 |
| Q1 | 11.8638 |
| median | 17.1399 |
| Q3 | 24.739475 |
| 95-th percentile | 58.479245 |
| Maximum | 256.382 |
| Range | 256.382 |
| Interquartile range (IQR) | 12.875675 |
Descriptive statistics
| Standard deviation | 18.3460563 |
|---|---|
| Coefficient of variation (CV) | 0.8271080761 |
| Kurtosis | 16.76540668 |
| Mean | 22.18096622 |
| Median Absolute Deviation (MAD) | 5.87145 |
| Skewness | 3.371627981 |
| Sum | 421881.9775 |
| Variance | 336.5777816 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 98 | 0.5% | |
| 10.7539 | 4 | < 0.1% | |
| 17.6852 | 3 | < 0.1% | |
| 11.9517 | 3 | < 0.1% | |
| 17.2814 | 3 | < 0.1% | |
| 20.2021 | 3 | < 0.1% | |
| 10.0342 | 3 | < 0.1% | |
| 18.7524 | 3 | < 0.1% | |
| 15.8644 | 3 | < 0.1% | |
| 13.7346 | 3 | < 0.1% | |
| 15.0295 | 3 | < 0.1% | |
| 0.0029 | 3 | < 0.1% | |
| 9.5513 | 3 | < 0.1% | |
| 10.5084 | 3 | < 0.1% | |
| 12.8155 | 3 | < 0.1% | |
| 0.0033 | 3 | < 0.1% | |
| 18.8247 | 3 | < 0.1% | |
| 0.0001 | 3 | < 0.1% | |
| 12.7271 | 3 | < 0.1% | |
| 10.5832 | 3 | < 0.1% | |
| 7.2982 | 3 | < 0.1% | |
| 0.0028 | 3 | < 0.1% | |
| 6.6551 | 2 | < 0.1% | |
| 12.6979 | 2 | < 0.1% | |
| 16.8653 | 2 | < 0.1% | |
| Other values (18175) | 18852 | 99.1% |
| Value | Count | Frequency (%) | |
| 0 | 98 | 0.5% | |
| 0.0001 | 3 | < 0.1% | |
| 0.0002 | 1 | < 0.1% | |
| 0.0006 | 1 | < 0.1% | |
| 0.0019 | 1 | < 0.1% | |
| 0.0025 | 2 | < 0.1% | |
| 0.0026 | 2 | < 0.1% | |
| 0.0027 | 1 | < 0.1% | |
| 0.0028 | 3 | < 0.1% | |
| 0.0029 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 256.382 | 1 | < 0.1% | |
| 228.0385 | 1 | < 0.1% | |
| 220.5144 | 1 | < 0.1% | |
| 201.364 | 1 | < 0.1% | |
| 190.5432 | 1 | < 0.1% | |
| 190.139 | 1 | < 0.1% | |
| 188.8866 | 1 | < 0.1% | |
| 186.928 | 1 | < 0.1% | |
| 179.2924 | 1 | < 0.1% | |
| 177.782 | 1 | < 0.1% |
FSize
Real number (ℝ≥0)
| Distinct count | 7228 |
|---|---|
| Unique (%) | 38.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.825016961093586 |
|---|---|
| Minimum | 1.9413 |
| Maximum | 5.3233 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 1.9413 |
|---|---|
| 5-th percentile | 2.1945 |
| Q1 | 2.4771 |
| median | 2.7396 |
| Q3 | 3.1016 |
| 95-th percentile | 3.71575 |
| Maximum | 5.3233 |
| Range | 3.382 |
| Interquartile range (IQR) | 0.6245 |
Descriptive statistics
| Standard deviation | 0.4725986487 |
|---|---|
| Coefficient of variation (CV) | 0.1672905527 |
| Kurtosis | 0.7272784359 |
| Mean | 2.825016961 |
| Median Absolute Deviation (MAD) | 0.29895 |
| Skewness | 0.8755071709 |
| Sum | 53731.8226 |
| Variance | 0.2233494827 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.1508 | 27 | 0.1% | |
| 2.0774 | 24 | 0.1% | |
| 2.1287 | 24 | 0.1% | |
| 2.1319 | 23 | 0.1% | |
| 2.1351 | 22 | 0.1% | |
| 2.1414 | 22 | 0.1% | |
| 2.3139 | 22 | 0.1% | |
| 2.3936 | 21 | 0.1% | |
| 2.29 | 21 | 0.1% | |
| 2.5315 | 20 | 0.1% | |
| 2.3483 | 20 | 0.1% | |
| 2.3589 | 20 | 0.1% | |
| 2.1717 | 20 | 0.1% | |
| 2.2504 | 19 | 0.1% | |
| 2.2 | 19 | 0.1% | |
| 2.4914 | 19 | 0.1% | |
| 2.3454 | 19 | 0.1% | |
| 2.4526 | 19 | 0.1% | |
| 2.4158 | 19 | 0.1% | |
| 2.0881 | 19 | 0.1% | |
| 2.1189 | 19 | 0.1% | |
| 2.3531 | 18 | 0.1% | |
| 2.1538 | 18 | 0.1% | |
| 2.2625 | 18 | 0.1% | |
| 2.1658 | 18 | 0.1% | |
| Other values (7203) | 18510 | 97.3% |
| Value | Count | Frequency (%) | |
| 1.9413 | 1 | < 0.1% | |
| 1.9468 | 1 | < 0.1% | |
| 1.9916 | 1 | < 0.1% | |
| 1.9978 | 1 | < 0.1% | |
| 2.0022 | 1 | < 0.1% | |
| 2.0065 | 2 | < 0.1% | |
| 2.0107 | 3 | < 0.1% | |
| 2.0149 | 4 | < 0.1% | |
| 2.0191 | 1 | < 0.1% | |
| 2.0233 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5.3233 | 1 | < 0.1% | |
| 5.1795 | 1 | < 0.1% | |
| 5.1467 | 1 | < 0.1% | |
| 5.0118 | 1 | < 0.1% | |
| 5.01 | 1 | < 0.1% | |
| 4.9946 | 1 | < 0.1% | |
| 4.9518 | 1 | < 0.1% | |
| 4.9369 | 1 | < 0.1% | |
| 4.905 | 1 | < 0.1% | |
| 4.8501 | 1 | < 0.1% |
| Distinct count | 6410 |
|---|---|
| Unique (%) | 33.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3803270715036804 |
|---|---|
| Minimum | 0.0131 |
| Maximum | 0.893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 0.0131 |
|---|---|
| 5-th percentile | 0.1263 |
| Q1 | 0.2358 |
| median | 0.35415 |
| Q3 | 0.5037 |
| 95-th percentile | 0.734205 |
| Maximum | 0.893 |
| Range | 0.8799 |
| Interquartile range (IQR) | 0.2679 |
Descriptive statistics
| Standard deviation | 0.1828131472 |
|---|---|
| Coefficient of variation (CV) | 0.4806735069 |
| Kurtosis | -0.5212970988 |
| Mean | 0.3803270715 |
| Median Absolute Deviation (MAD) | 0.13025 |
| Skewness | 0.4858884539 |
| Sum | 7233.8209 |
| Variance | 0.0334206468 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6 | 16 | 0.1% | |
| 0.4116 | 12 | 0.1% | |
| 0.4 | 12 | 0.1% | |
| 0.2979 | 12 | 0.1% | |
| 0.2214 | 11 | 0.1% | |
| 0.193 | 11 | 0.1% | |
| 0.2175 | 11 | 0.1% | |
| 0.2408 | 11 | 0.1% | |
| 0.5 | 11 | 0.1% | |
| 0.6154 | 11 | 0.1% | |
| 0.1777 | 10 | 0.1% | |
| 0.2562 | 10 | 0.1% | |
| 0.1951 | 10 | 0.1% | |
| 0.3846 | 10 | 0.1% | |
| 0.5714 | 10 | 0.1% | |
| 0.3108 | 10 | 0.1% | |
| 0.2598 | 10 | 0.1% | |
| 0.4709 | 10 | 0.1% | |
| 0.2313 | 10 | 0.1% | |
| 0.1876 | 10 | 0.1% | |
| 0.5012 | 10 | 0.1% | |
| 0.3979 | 10 | 0.1% | |
| 0.2689 | 10 | 0.1% | |
| 0.2857 | 10 | 0.1% | |
| 0.1854 | 10 | 0.1% | |
| Other values (6385) | 18752 | 98.6% |
| Value | Count | Frequency (%) | |
| 0.0131 | 1 | < 0.1% | |
| 0.0133 | 1 | < 0.1% | |
| 0.0137 | 1 | < 0.1% | |
| 0.0139 | 2 | < 0.1% | |
| 0.0158 | 1 | < 0.1% | |
| 0.0162 | 1 | < 0.1% | |
| 0.0171 | 1 | < 0.1% | |
| 0.0188 | 1 | < 0.1% | |
| 0.0196 | 1 | < 0.1% | |
| 0.0206 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.893 | 1 | < 0.1% | |
| 0.8912 | 1 | < 0.1% | |
| 0.8889 | 1 | < 0.1% | |
| 0.8846 | 1 | < 0.1% | |
| 0.8786 | 1 | < 0.1% | |
| 0.8778 | 1 | < 0.1% | |
| 0.8772 | 1 | < 0.1% | |
| 0.8757 | 1 | < 0.1% | |
| 0.8745 | 1 | < 0.1% | |
| 0.8743 | 1 | < 0.1% |
| Distinct count | 4421 |
|---|---|
| Unique (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21465713459516297 |
|---|---|
| Minimum | 0.0003 |
| Maximum | 0.6752 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 0.0003 |
|---|---|
| 5-th percentile | 0.066995 |
| Q1 | 0.128475 |
| median | 0.1965 |
| Q3 | 0.285225 |
| 95-th percentile | 0.42241 |
| Maximum | 0.6752 |
| Range | 0.6749 |
| Interquartile range (IQR) | 0.15675 |
Descriptive statistics
| Standard deviation | 0.1105107989 |
|---|---|
| Coefficient of variation (CV) | 0.5148247185 |
| Kurtosis | 0.0293910244 |
| Mean | 0.2146571346 |
| Median Absolute Deviation (MAD) | 0.0754 |
| Skewness | 0.6856946259 |
| Sum | 4082.7787 |
| Variance | 0.01221263667 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.194 | 18 | 0.1% | |
| 0.2 | 16 | 0.1% | |
| 0.2126 | 16 | 0.1% | |
| 0.1939 | 16 | 0.1% | |
| 0.217 | 15 | 0.1% | |
| 0.2251 | 15 | 0.1% | |
| 0.1581 | 14 | 0.1% | |
| 0.1568 | 14 | 0.1% | |
| 0.1515 | 14 | 0.1% | |
| 0.1458 | 14 | 0.1% | |
| 0.1279 | 14 | 0.1% | |
| 0.169 | 14 | 0.1% | |
| 0.1504 | 14 | 0.1% | |
| 0.0934 | 14 | 0.1% | |
| 0.1772 | 14 | 0.1% | |
| 0.1208 | 14 | 0.1% | |
| 0.1812 | 14 | 0.1% | |
| 0.1245 | 14 | 0.1% | |
| 0.1665 | 14 | 0.1% | |
| 0.1302 | 14 | 0.1% | |
| 0.1247 | 14 | 0.1% | |
| 0.1404 | 13 | 0.1% | |
| 0.1121 | 13 | 0.1% | |
| 0.1922 | 13 | 0.1% | |
| 0.1429 | 13 | 0.1% | |
| Other values (4396) | 18662 | 98.1% |
| Value | Count | Frequency (%) | |
| 0.0003 | 1 | < 0.1% | |
| 0.0008 | 1 | < 0.1% | |
| 0.0011 | 1 | < 0.1% | |
| 0.0015 | 1 | < 0.1% | |
| 0.002 | 1 | < 0.1% | |
| 0.0047 | 1 | < 0.1% | |
| 0.005 | 1 | < 0.1% | |
| 0.0072 | 1 | < 0.1% | |
| 0.0073 | 1 | < 0.1% | |
| 0.0076 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.6752 | 1 | < 0.1% | |
| 0.674 | 1 | < 0.1% | |
| 0.643 | 1 | < 0.1% | |
| 0.637 | 1 | < 0.1% | |
| 0.6296 | 1 | < 0.1% | |
| 0.6283 | 1 | < 0.1% | |
| 0.6264 | 1 | < 0.1% | |
| 0.6242 | 1 | < 0.1% | |
| 0.6224 | 1 | < 0.1% | |
| 0.6204 | 1 | < 0.1% |
FAsym
Real number (ℝ)
| Distinct count | 18704 |
|---|---|
| Unique (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.331745157728706 |
|---|---|
| Minimum | -457.9161 |
| Maximum | 575.2407 |
| Zeros | 41 |
| Zeros (%) | 0.2% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | -457.9161 |
|---|---|
| 5-th percentile | -111.1947 |
| Q1 | -20.58655 |
| median | 4.01305 |
| Q3 | 24.0637 |
| 95-th percentile | 65.544125 |
| Maximum | 575.2407 |
| Range | 1033.1568 |
| Interquartile range (IQR) | 44.65025 |
Descriptive statistics
| Standard deviation | 59.20606198 |
|---|---|
| Coefficient of variation (CV) | -13.66794671 |
| Kurtosis | 8.155329763 |
| Mean | -4.331745158 |
| Median Absolute Deviation (MAD) | 21.68065 |
| Skewness | -1.046441472 |
| Sum | -82389.7929 |
| Variance | 3505.357776 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 41 | 0.2% | |
| -0.0001 | 7 | < 0.1% | |
| -1.4761 | 3 | < 0.1% | |
| -0.5062 | 3 | < 0.1% | |
| 8.8077 | 3 | < 0.1% | |
| 7.1088 | 3 | < 0.1% | |
| -79.1003 | 2 | < 0.1% | |
| -87.1881 | 2 | < 0.1% | |
| -14.0985 | 2 | < 0.1% | |
| -4.6042 | 2 | < 0.1% | |
| -19.1202 | 2 | < 0.1% | |
| 2.0375 | 2 | < 0.1% | |
| -18.3706 | 2 | < 0.1% | |
| -69.4912 | 2 | < 0.1% | |
| -204.767 | 2 | < 0.1% | |
| 20.7148 | 2 | < 0.1% | |
| -27.9552 | 2 | < 0.1% | |
| -1.2294 | 2 | < 0.1% | |
| -0.7411 | 2 | < 0.1% | |
| 22.2337 | 2 | < 0.1% | |
| -129.054 | 2 | < 0.1% | |
| 12.2334 | 2 | < 0.1% | |
| 143.63 | 2 | < 0.1% | |
| 28.4107 | 2 | < 0.1% | |
| -1.3583 | 2 | < 0.1% | |
| Other values (18679) | 18922 | 99.5% |
| Value | Count | Frequency (%) | |
| -457.9161 | 1 | < 0.1% | |
| -449.9526 | 1 | < 0.1% | |
| -382.594 | 1 | < 0.1% | |
| -381.734 | 1 | < 0.1% | |
| -378.9457 | 1 | < 0.1% | |
| -368.633 | 1 | < 0.1% | |
| -363.3382 | 1 | < 0.1% | |
| -353.934 | 1 | < 0.1% | |
| -353.26 | 1 | < 0.1% | |
| -349.757 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 575.2407 | 1 | < 0.1% | |
| 473.0654 | 1 | < 0.1% | |
| 464.631 | 1 | < 0.1% | |
| 444.401 | 1 | < 0.1% | |
| 433.0957 | 1 | < 0.1% | |
| 402.925 | 1 | < 0.1% | |
| 402.1863 | 1 | < 0.1% | |
| 400.284 | 1 | < 0.1% | |
| 396.3379 | 1 | < 0.1% | |
| 384.3477 | 1 | < 0.1% |
FM3Long
Real number (ℝ)
| Distinct count | 18693 |
|---|---|
| Unique (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.545544815983174 |
|---|---|
| Minimum | -331.78 |
| Maximum | 238.321 |
| Zeros | 39 |
| Zeros (%) | 0.2% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | -331.78 |
|---|---|
| 5-th percentile | -80.28369 |
| Q1 | -12.842775 |
| median | 15.3141 |
| Q3 | 35.8378 |
| 95-th percentile | 83.07177 |
| Maximum | 238.321 |
| Range | 570.101 |
| Interquartile range (IQR) | 48.680575 |
Descriptive statistics
| Standard deviation | 51.00011801 |
|---|---|
| Coefficient of variation (CV) | 4.836176689 |
| Kurtosis | 4.670973798 |
| Mean | 10.54554482 |
| Median Absolute Deviation (MAD) | 25.33365 |
| Skewness | -1.123078055 |
| Sum | 200576.2624 |
| Variance | 2601.012037 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 39 | 0.2% | |
| -0.0001 | 4 | < 0.1% | |
| 16.0747 | 3 | < 0.1% | |
| -15.7221 | 2 | < 0.1% | |
| 10.5927 | 2 | < 0.1% | |
| -16.5797 | 2 | < 0.1% | |
| 51.2983 | 2 | < 0.1% | |
| -127.256 | 2 | < 0.1% | |
| -162.327 | 2 | < 0.1% | |
| 20.133 | 2 | < 0.1% | |
| 62.5676 | 2 | < 0.1% | |
| 22.5345 | 2 | < 0.1% | |
| -188.032 | 2 | < 0.1% | |
| 14.5702 | 2 | < 0.1% | |
| 89.5195 | 2 | < 0.1% | |
| 18.5961 | 2 | < 0.1% | |
| 11.1148 | 2 | < 0.1% | |
| 7.652 | 2 | < 0.1% | |
| -16.517 | 2 | < 0.1% | |
| -6.4847 | 2 | < 0.1% | |
| 10.0138 | 2 | < 0.1% | |
| 37.3336 | 2 | < 0.1% | |
| 11.0487 | 2 | < 0.1% | |
| 40.6639 | 2 | < 0.1% | |
| 11.831 | 2 | < 0.1% | |
| Other values (18668) | 18930 | 99.5% |
| Value | Count | Frequency (%) | |
| -331.78 | 1 | < 0.1% | |
| -318.3002 | 1 | < 0.1% | |
| -297.1717 | 1 | < 0.1% | |
| -293.1762 | 1 | < 0.1% | |
| -287.5067 | 1 | < 0.1% | |
| -287.3636 | 1 | < 0.1% | |
| -284.7038 | 1 | < 0.1% | |
| -281.9541 | 1 | < 0.1% | |
| -281.844 | 1 | < 0.1% | |
| -281.435 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 238.321 | 1 | < 0.1% | |
| 231.446 | 1 | < 0.1% | |
| 227.8174 | 1 | < 0.1% | |
| 226.3506 | 1 | < 0.1% | |
| 222.417 | 1 | < 0.1% | |
| 217.934 | 1 | < 0.1% | |
| 217.624 | 1 | < 0.1% | |
| 216.985 | 1 | < 0.1% | |
| 215.894 | 1 | < 0.1% | |
| 203.863 | 1 | < 0.1% |
FM3Trans
Real number (ℝ)
| Distinct count | 18390 |
|---|---|
| Unique (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2497259568874868 |
|---|---|
| Minimum | -205.8947 |
| Maximum | 179.851 |
| Zeros | 59 |
| Zeros (%) | 0.3% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | -205.8947 |
|---|---|
| 5-th percentile | -25.76384 |
| Q1 | -10.849375 |
| median | 0.6662 |
| Q3 | 10.946425 |
| 95-th percentile | 26.99851 |
| Maximum | 179.851 |
| Range | 385.7457 |
| Interquartile range (IQR) | 21.7958 |
Descriptive statistics
| Standard deviation | 20.82743895 |
|---|---|
| Coefficient of variation (CV) | 83.40117786 |
| Kurtosis | 8.580352473 |
| Mean | 0.2497259569 |
| Median Absolute Deviation (MAD) | 10.888 |
| Skewness | 0.1201212735 |
| Sum | 4749.7877 |
| Variance | 433.7822131 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 59 | 0.3% | |
| -0.0001 | 24 | 0.1% | |
| 0.0001 | 18 | 0.1% | |
| 9.5231 | 3 | < 0.1% | |
| -5.4454 | 3 | < 0.1% | |
| 11.1602 | 3 | < 0.1% | |
| -8.975 | 3 | < 0.1% | |
| -7.6601 | 3 | < 0.1% | |
| 6.1829 | 3 | < 0.1% | |
| -6.2376 | 3 | < 0.1% | |
| 10.9015 | 3 | < 0.1% | |
| -11.6604 | 2 | < 0.1% | |
| 18.5193 | 2 | < 0.1% | |
| 8.6513 | 2 | < 0.1% | |
| 8.8148 | 2 | < 0.1% | |
| 18.7924 | 2 | < 0.1% | |
| -9.645 | 2 | < 0.1% | |
| 9.0608 | 2 | < 0.1% | |
| 4.8138 | 2 | < 0.1% | |
| -5.5527 | 2 | < 0.1% | |
| 12.97 | 2 | < 0.1% | |
| -12.3509 | 2 | < 0.1% | |
| -10.6431 | 2 | < 0.1% | |
| -6.5193 | 2 | < 0.1% | |
| 8.4655 | 2 | < 0.1% | |
| Other values (18365) | 18867 | 99.2% |
| Value | Count | Frequency (%) | |
| -205.8947 | 1 | < 0.1% | |
| -164.14 | 1 | < 0.1% | |
| -149.5513 | 1 | < 0.1% | |
| -142.5894 | 1 | < 0.1% | |
| -142.119 | 1 | < 0.1% | |
| -135.5051 | 1 | < 0.1% | |
| -134.75 | 1 | < 0.1% | |
| -134.395 | 1 | < 0.1% | |
| -133.1359 | 1 | < 0.1% | |
| -132.416 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 179.851 | 1 | < 0.1% | |
| 170.692 | 1 | < 0.1% | |
| 163.2697 | 1 | < 0.1% | |
| 154.865 | 1 | < 0.1% | |
| 143.8753 | 1 | < 0.1% | |
| 139.2361 | 1 | < 0.1% | |
| 132.589 | 1 | < 0.1% | |
| 132.388 | 1 | < 0.1% | |
| 131.5547 | 1 | < 0.1% | |
| 130.8545 | 1 | < 0.1% |
FAlpha
Real number (ℝ≥0)
| Distinct count | 17981 |
|---|---|
| Unique (%) | 94.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.645706677181913 |
|---|---|
| Minimum | 0.0 |
| Maximum | 90.0 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.933285 |
| Q1 | 5.547925 |
| median | 17.6795 |
| Q3 | 45.88355 |
| 95-th percentile | 80.72654 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 40.335625 |
Descriptive statistics
| Standard deviation | 26.10362051 |
|---|---|
| Coefficient of variation (CV) | 0.9442196872 |
| Kurtosis | -0.5337036036 |
| Mean | 27.64570668 |
| Median Absolute Deviation (MAD) | 14.6924 |
| Skewness | 0.8508898774 |
| Sum | 525821.341 |
| Variance | 681.3990037 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.0002 | 7 | < 0.1% | |
| 0 | 5 | < 0.1% | |
| 3.4161 | 4 | < 0.1% | |
| 0.804 | 4 | < 0.1% | |
| 90 | 4 | < 0.1% | |
| 1.29 | 4 | < 0.1% | |
| 2.701 | 4 | < 0.1% | |
| 2.76 | 4 | < 0.1% | |
| 0.256 | 4 | < 0.1% | |
| 0.386 | 4 | < 0.1% | |
| 6.81 | 3 | < 0.1% | |
| 1.701 | 3 | < 0.1% | |
| 4.42 | 3 | < 0.1% | |
| 1.121 | 3 | < 0.1% | |
| 25.831 | 3 | < 0.1% | |
| 26.902 | 3 | < 0.1% | |
| 1.534 | 3 | < 0.1% | |
| 1.676 | 3 | < 0.1% | |
| 10.836 | 3 | < 0.1% | |
| 2.622 | 3 | < 0.1% | |
| 3.613 | 3 | < 0.1% | |
| 4.199 | 3 | < 0.1% | |
| 7.116 | 3 | < 0.1% | |
| 0.583 | 3 | < 0.1% | |
| 0.035 | 3 | < 0.1% | |
| Other values (17956) | 18931 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 5 | < 0.1% | |
| 0.0002 | 7 | < 0.1% | |
| 0.0003 | 2 | < 0.1% | |
| 0.001 | 1 | < 0.1% | |
| 0.0031 | 1 | < 0.1% | |
| 0.0056 | 1 | < 0.1% | |
| 0.0086 | 1 | < 0.1% | |
| 0.009 | 1 | < 0.1% | |
| 0.0097 | 1 | < 0.1% | |
| 0.0103 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 90 | 4 | < 0.1% | |
| 89.9798 | 1 | < 0.1% | |
| 89.9579 | 1 | < 0.1% | |
| 89.9535 | 1 | < 0.1% | |
| 89.9528 | 1 | < 0.1% | |
| 89.9229 | 1 | < 0.1% | |
| 89.9155 | 1 | < 0.1% | |
| 89.9087 | 1 | < 0.1% | |
| 89.9076 | 1 | < 0.1% | |
| 89.9042 | 1 | < 0.1% |
FDist
Real number (ℝ≥0)
| Distinct count | 18437 |
|---|---|
| Unique (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.81802646687697 |
|---|---|
| Minimum | 1.2826 |
| Maximum | 495.561 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 148.7 KiB |
Quantile statistics
| Minimum | 1.2826 |
|---|---|
| 5-th percentile | 71.41369 |
| Q1 | 142.49225 |
| median | 191.85145 |
| Q3 | 240.563825 |
| 95-th percentile | 326.659975 |
| Maximum | 495.561 |
| Range | 494.2784 |
| Interquartile range (IQR) | 98.071575 |
Descriptive statistics
| Standard deviation | 74.73178696 |
|---|---|
| Coefficient of variation (CV) | 0.3855770711 |
| Kurtosis | -0.112576594 |
| Mean | 193.8180265 |
| Median Absolute Deviation (MAD) | 49.0165 |
| Skewness | 0.2295873764 |
| Sum | 3686418.863 |
| Variance | 5584.839983 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 188.867 | 3 | < 0.1% | |
| 159.84 | 3 | < 0.1% | |
| 209.954 | 3 | < 0.1% | |
| 265.238 | 3 | < 0.1% | |
| 182.013 | 3 | < 0.1% | |
| 100.395 | 3 | < 0.1% | |
| 246.013 | 3 | < 0.1% | |
| 168.774 | 3 | < 0.1% | |
| 227.107 | 3 | < 0.1% | |
| 229.296 | 3 | < 0.1% | |
| 187.651 | 3 | < 0.1% | |
| 148.372 | 3 | < 0.1% | |
| 216.032 | 3 | < 0.1% | |
| 185.927 | 3 | < 0.1% | |
| 186.828 | 3 | < 0.1% | |
| 295.34 | 3 | < 0.1% | |
| 185.909 | 3 | < 0.1% | |
| 116.737 | 3 | < 0.1% | |
| 195.287 | 3 | < 0.1% | |
| 146.354 | 3 | < 0.1% | |
| 198.531 | 2 | < 0.1% | |
| 182.558 | 2 | < 0.1% | |
| 139.644 | 2 | < 0.1% | |
| 211.03 | 2 | < 0.1% | |
| 151.427 | 2 | < 0.1% | |
| Other values (18412) | 18950 | 99.6% |
| Value | Count | Frequency (%) | |
| 1.2826 | 1 | < 0.1% | |
| 5.5449 | 1 | < 0.1% | |
| 5.5922 | 1 | < 0.1% | |
| 5.6998 | 1 | < 0.1% | |
| 5.7456 | 1 | < 0.1% | |
| 6.564 | 1 | < 0.1% | |
| 6.6852 | 1 | < 0.1% | |
| 9.1574 | 1 | < 0.1% | |
| 13.1108 | 1 | < 0.1% | |
| 14.0229 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 495.561 | 1 | < 0.1% | |
| 466.4078 | 1 | < 0.1% | |
| 450.953 | 1 | < 0.1% | |
| 450.402 | 1 | < 0.1% | |
| 450.349 | 1 | < 0.1% | |
| 448.0295 | 1 | < 0.1% | |
| 446.488 | 1 | < 0.1% | |
| 438.901 | 1 | < 0.1% | |
| 438.8574 | 1 | < 0.1% | |
| 437.477 | 1 | < 0.1% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 148.7 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 12332 | 64.8% | |
| 1 | 6688 | 35.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| FLength | FWidth | FSize | FConc | FConc1 | FAsym | FM3Long | FM3Trans | FAlpha | FDist | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 28.7967 | 16.0021 | 2.6449 | 0.3918 | 0.1982 | 27.7004 | 22.0110 | -8.2027 | 40.0920 | 81.8828 | 0 |
| 1 | 31.6036 | 11.7235 | 2.5185 | 0.5303 | 0.3773 | 26.2722 | 23.8238 | -9.9574 | 6.3609 | 205.2610 | 0 |
| 2 | 162.0520 | 136.0310 | 4.0612 | 0.0374 | 0.0187 | 116.7410 | -64.8580 | -45.2160 | 76.9600 | 256.7880 | 0 |
| 3 | 23.8172 | 9.5728 | 2.3385 | 0.6147 | 0.3922 | 27.2107 | -6.4633 | -7.1513 | 10.4490 | 116.7370 | 0 |
| 4 | 75.1362 | 30.9205 | 3.1611 | 0.3168 | 0.1832 | -5.5277 | 28.5525 | 21.8393 | 4.6480 | 356.4620 | 0 |
| 5 | 51.6240 | 21.1502 | 2.9085 | 0.2420 | 0.1340 | 50.8761 | 43.1887 | 9.8145 | 3.6130 | 238.0980 | 0 |
| 6 | 48.2468 | 17.3565 | 3.0332 | 0.2529 | 0.1515 | 8.5730 | 38.0957 | 10.5868 | 4.7920 | 219.0870 | 0 |
| 7 | 26.7897 | 13.7595 | 2.5521 | 0.4236 | 0.2174 | 29.6339 | 20.4560 | -2.9292 | 0.8120 | 237.1340 | 0 |
| 8 | 96.2327 | 46.5165 | 4.1540 | 0.0779 | 0.0390 | 110.3550 | 85.0486 | 43.1844 | 4.8540 | 248.2260 | 0 |
| 9 | 46.7619 | 15.1993 | 2.5786 | 0.3377 | 0.1913 | 24.7548 | 43.8771 | -6.6812 | 7.8750 | 102.2510 | 0 |
Last rows
| FLength | FWidth | FSize | FConc | FConc1 | FAsym | FM3Long | FM3Trans | FAlpha | FDist | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 19010 | 32.4902 | 10.6723 | 2.4742 | 0.4664 | 0.2735 | -27.0097 | -21.1687 | 8.4813 | 69.1730 | 120.6680 | 1 |
| 19011 | 79.5528 | 44.9929 | 3.5488 | 0.1656 | 0.0900 | -39.6213 | 53.7866 | -30.0054 | 15.8075 | 311.5680 | 1 |
| 19012 | 31.8373 | 13.8734 | 2.8251 | 0.4169 | 0.1988 | -16.4919 | -27.1448 | 11.1098 | 11.3663 | 100.0566 | 1 |
| 19013 | 182.5003 | 76.5568 | 3.6872 | 0.1123 | 0.0666 | 192.2675 | 93.0302 | -62.6192 | 82.1691 | 283.4731 | 1 |
| 19014 | 43.2980 | 17.3545 | 2.8307 | 0.2877 | 0.1646 | -60.1842 | -33.8513 | -3.6545 | 78.4099 | 224.8299 | 1 |
| 19015 | 21.3846 | 10.9170 | 2.6161 | 0.5857 | 0.3934 | 15.2618 | 11.5245 | 2.8766 | 2.4229 | 106.8258 | 1 |
| 19016 | 28.9452 | 6.7020 | 2.2672 | 0.5351 | 0.2784 | 37.0816 | 13.1853 | -2.9632 | 86.7975 | 247.4560 | 1 |
| 19017 | 75.4455 | 47.5305 | 3.4483 | 0.1417 | 0.0549 | -9.3561 | 41.0562 | -9.4662 | 30.2987 | 256.5166 | 1 |
| 19018 | 120.5135 | 76.9018 | 3.9939 | 0.0944 | 0.0683 | 5.8043 | -93.5224 | -63.8389 | 84.6874 | 408.3166 | 1 |
| 19019 | 187.1814 | 53.0014 | 3.2093 | 0.2876 | 0.1539 | -167.3125 | -168.4558 | 31.4755 | 52.7310 | 272.3174 | 1 |
Most frequent
| FLength | FWidth | FSize | FConc | FConc1 | FAsym | FM3Long | FM3Trans | FAlpha | FDist | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12.9176 | 11.3596 | 2.1123 | 0.7413 | 0.3900 | 15.0388 | -5.6768 | -11.5638 | 64.9330 | 227.1070 | 1 | 2 |
| 1 | 12.9801 | 10.8815 | 2.4175 | 0.7457 | 0.4723 | -13.6970 | 6.0371 | -7.0019 | 30.8030 | 78.2618 | 1 | 2 |
| 2 | 13.0287 | 10.9544 | 2.2000 | 0.7571 | 0.4511 | -14.0985 | 5.7807 | -10.1748 | 64.8700 | 182.9800 | 1 | 2 |
| 3 | 14.7912 | 11.7955 | 2.3075 | 0.6749 | 0.4557 | 1.3533 | 4.7675 | -9.0611 | 62.2500 | 62.5245 | 1 | 2 |
| 4 | 16.7566 | 11.3063 | 2.3766 | 0.5840 | 0.3550 | 0.0000 | 0.1543 | 6.7419 | 48.5040 | 117.6360 | 1 | 2 |
| 5 | 16.9894 | 11.0002 | 2.4564 | 0.6294 | 0.3514 | -3.4902 | 8.0823 | -7.0516 | 55.3930 | 91.3761 | 1 | 2 |
| 6 | 18.4343 | 17.8717 | 2.3847 | 0.4866 | 0.2701 | -15.7044 | -16.5170 | -12.2311 | 71.0730 | 158.7030 | 1 | 2 |
| 7 | 18.4914 | 9.7635 | 2.4829 | 0.6579 | 0.3734 | -1.8060 | 7.6520 | 6.7260 | 33.8161 | 188.8670 | 1 | 2 |
| 8 | 18.8090 | 11.1305 | 2.5496 | 0.6037 | 0.4245 | 0.5645 | -3.0608 | 11.8176 | 75.5740 | 222.5910 | 1 | 2 |
| 9 | 19.0848 | 13.7346 | 2.5849 | 0.6008 | 0.3966 | 17.2824 | 19.4696 | -5.2390 | 5.3161 | 213.7140 | 1 | 2 |